{"id":"https://openalex.org/W4392962920","doi":"https://doi.org/10.1186/s40537-024-00895-9","title":"An adaptive hybrid african vultures-aquila optimizer with Xgb-Tree algorithm for fake news detection","display_name":"An adaptive hybrid african vultures-aquila optimizer with Xgb-Tree algorithm for fake news detection","publication_year":2024,"publication_date":"2024-03-19","ids":{"openalex":"https://openalex.org/W4392962920","doi":"https://doi.org/10.1186/s40537-024-00895-9"},"language":"en","primary_location":{"id":"doi:10.1186/s40537-024-00895-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-024-00895-9","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-024-00895-9","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-024-00895-9","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033799852","display_name":"Amr A. Abd El-Mageed","orcid":"https://orcid.org/0000-0003-1544-4141"},"institutions":[{"id":"https://openalex.org/I97455420","display_name":"Sohag University","ror":"https://ror.org/02wgx3e98","country_code":"EG","type":"education","lineage":["https://openalex.org/I97455420"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Amr A. Abd El-Mageed","raw_affiliation_strings":["Department of Information Systems, Sohag University, Sohag, 82511, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Sohag University, Sohag, 82511, Egypt","institution_ids":["https://openalex.org/I97455420"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059775848","display_name":"Amr A. Abohany","orcid":"https://orcid.org/0000-0002-7408-5073"},"institutions":[{"id":"https://openalex.org/I130309236","display_name":"Kafrelsheikh University","ror":"https://ror.org/04a97mm30","country_code":"EG","type":"education","lineage":["https://openalex.org/I130309236"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Amr A. Abohany","raw_affiliation_strings":["Department of Information Systems, Faculty of Computers and Information, Kafrelsheikh University, Kafrelsheikh, 33516, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computers and Information, Kafrelsheikh University, Kafrelsheikh, 33516, Egypt","institution_ids":["https://openalex.org/I130309236"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070016152","display_name":"Asmaa H. Ali","orcid":null},"institutions":[{"id":"https://openalex.org/I192398990","display_name":"Zagazig University","ror":"https://ror.org/053g6we49","country_code":"EG","type":"education","lineage":["https://openalex.org/I192398990"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Asmaa H. Ali","raw_affiliation_strings":["Department of Information Systems, Faculty of Computers and Information, Zagazig University, Zagazig, 44519, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computers and Information, Zagazig University, Zagazig, 44519, Egypt","institution_ids":["https://openalex.org/I192398990"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074599271","display_name":"Khalid M. Hosny","orcid":"https://orcid.org/0000-0001-8065-8977"},"institutions":[{"id":"https://openalex.org/I192398990","display_name":"Zagazig University","ror":"https://ror.org/053g6we49","country_code":"EG","type":"education","lineage":["https://openalex.org/I192398990"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Khalid M. Hosny","raw_affiliation_strings":["Department of Information Technology, Faculty of Computers and Information, Zagazig University, Zagazig, 44519, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology, Faculty of Computers and Information, Zagazig University, Zagazig, 44519, Egypt","institution_ids":["https://openalex.org/I192398990"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5074599271"],"corresponding_institution_ids":["https://openalex.org/I192398990"],"apc_list":{"value":1060,"currency":"GBP","value_usd":1300},"apc_paid":{"value":1060,"currency":"GBP","value_usd":1300},"fwci":11.1845,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.98120901,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11147","display_name":"Misinformation and Its Impacts","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11644","display_name":"Spam and Phishing Detection","score":0.9951000213623047,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13718","display_name":"Media Influence and Politics","score":0.9839000105857849,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7521567940711975},{"id":"https://openalex.org/keywords/tree","display_name":"Tree (set theory)","score":0.5922484397888184},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.41138380765914917},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1460856795310974}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7521567940711975},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.5922484397888184},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41138380765914917},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1460856795310974},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s40537-024-00895-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-024-00895-9","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-024-00895-9","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:559e42042942433787853298e895bd9d","is_oa":true,"landing_page_url":"https://doaj.org/article/559e42042942433787853298e895bd9d","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Big Data, Vol 11, Iss 1, Pp 1-41 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40537-024-00895-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40537-024-00895-9","pdf_url":"https://journalofbigdata.springeropen.com/counter/pdf/10.1186/s40537-024-00895-9","source":{"id":"https://openalex.org/S2737955091","display_name":"Journal Of Big Data","issn_l":"2196-1115","issn":["2196-1115"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Big Data","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5199999809265137,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321655","display_name":"Science and Technology Development Fund","ror":"https://ror.org/044vr6g03"},{"id":"https://openalex.org/F4320324156","display_name":"Zagazig University","ror":"https://ror.org/053g6we49"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4392962920.pdf"},"referenced_works_count":70,"referenced_works":["https://openalex.org/W1497216216","https://openalex.org/W1545142063","https://openalex.org/W1546111015","https://openalex.org/W1678356000","https://openalex.org/W1808644423","https://openalex.org/W1837843568","https://openalex.org/W2007739294","https://openalex.org/W2024046085","https://openalex.org/W2035654630","https://openalex.org/W2070493638","https://openalex.org/W2072240081","https://openalex.org/W2082114640","https://openalex.org/W2084591134","https://openalex.org/W2108028245","https://openalex.org/W2142869398","https://openalex.org/W2144317842","https://openalex.org/W2157961599","https://openalex.org/W2164082612","https://openalex.org/W2250539671","https://openalex.org/W2261059368","https://openalex.org/W2295598076","https://openalex.org/W2535287707","https://openalex.org/W2543580944","https://openalex.org/W2577716227","https://openalex.org/W2584084583","https://openalex.org/W2608239929","https://openalex.org/W2742330194","https://openalex.org/W2742961367","https://openalex.org/W2766411764","https://openalex.org/W2787160489","https://openalex.org/W2889545660","https://openalex.org/W2890523554","https://openalex.org/W2901340969","https://openalex.org/W2914717758","https://openalex.org/W2919979744","https://openalex.org/W2924988155","https://openalex.org/W2925285378","https://openalex.org/W2942157335","https://openalex.org/W2945928904","https://openalex.org/W2962182762","https://openalex.org/W2962717349","https://openalex.org/W2968549889","https://openalex.org/W2980986395","https://openalex.org/W2984545517","https://openalex.org/W2996603555","https://openalex.org/W2998553334","https://openalex.org/W3001895040","https://openalex.org/W3002801259","https://openalex.org/W3027756743","https://openalex.org/W3080295236","https://openalex.org/W3093031973","https://openalex.org/W3101908935","https://openalex.org/W3103912187","https://openalex.org/W3110713756","https://openalex.org/W3120027565","https://openalex.org/W3121216533","https://openalex.org/W3125182500","https://openalex.org/W3139484821","https://openalex.org/W3152994406","https://openalex.org/W3160229356","https://openalex.org/W3163903840","https://openalex.org/W3169831627","https://openalex.org/W3173919134","https://openalex.org/W3181842539","https://openalex.org/W3198695656","https://openalex.org/W3199468579","https://openalex.org/W4210297362","https://openalex.org/W4285405183","https://openalex.org/W4316019801","https://openalex.org/W7028079614"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W4391913857"],"abstract_inverted_index":{"Abstract":[0,332],"Online":[1],"platforms":[2],"and":[3,54,81,111,138,147,217,241,270,300,302],"social":[4],"networking":[5],"have":[6],"increased":[7],"in":[8,209,320],"the":[9,22,49,132,139,149,159,163,169,176,180,187,191,197,201,227,245,258,273,279,286,293],"contemporary":[10],"years.":[11],"They":[12],"are":[13,31,142,166,183],"now":[14],"a":[15,88,154],"major":[16],"news":[17,79,151,188,236,309],"source":[18],"worldwide,":[19],"leading":[20],"to":[21,43,67,73,77,173,185,312],"online":[23,46],"proliferation":[24],"of":[25,51,59,106,156,260,308,324],"Fake":[26,89],"News":[27,90],"(FNs).":[28],"These":[29],"FNs":[30,60,83,134],"alarming":[32],"because":[33],"they":[34],"fundamentally":[35],"reshape":[36],"public":[37],"opinion,":[38],"which":[39,102],"may":[40],"cause":[41],"customers":[42],"leave":[44],"these":[45],"platforms,":[47],"threatening":[48],"reputations":[50],"several":[52],"organizations":[53],"industries.":[55],"This":[56,315],"rapid":[57],"dissemination":[58],"makes":[61],"it":[62,211],"imperative":[63],"for":[64,104,329],"automated":[65],"systems":[66,76],"detect":[68,82],"them,":[69],"encouraging":[70],"many":[71],"researchers":[72,319],"propose":[74],"various":[75],"classify":[78,186],"articles":[80,237,310],"automatically.":[84],"In":[85],"this":[86],"paper,":[87],"Detection":[91],"(FND)":[92],"methodology":[93,126,203,222,275,295],"is":[94,136,204,223,276],"presented":[95],"based":[96,195],"on":[97,196,226],"an":[98,117],"effective":[99,170],"IBAVO-AO":[100,193],"algorithm,":[101],"stands":[103],"hybridization":[105],"African":[107],"Vultures":[108],"Optimization":[109,113],"(AVO)":[110],"Aquila":[112],"(AO)":[114],"algorithms,":[115],"with":[116],"extreme":[118],"gradient":[119],"boosting":[120],"Tree":[121],"(Xgb-Tree)":[122],"classifier.":[123,199],"The":[124,220,288],"suggested":[125,192,202,294],"involves":[127],"three":[128],"main":[129],"phases:":[130],"Initially,":[131],"unstructured":[133],"dataset":[135],"analyzed,":[137],"essential":[140],"features":[141,165,182],"extracted":[143,164],"by":[144,249],"tokenizing,":[145],"encoding,":[146],"padding":[148],"input":[150],"words":[152],"into":[153,239],"sequence":[155],"integers":[157],"utilizing":[158,285],"GLOVE":[160],"approach.":[161],"Then,":[162,272],"filtered":[167],"using":[168,190],"Relief":[171],"algorithm":[172,194],"select":[174],"only":[175],"appropriate":[177],"ones.":[178],"Finally,":[179],"recovered":[181],"used":[184],"items":[189],"Xgb-Tree":[198],"Hence,":[200],"distinguished":[205],"from":[206],"prior":[207],"models":[208],"that":[210,292],"performs":[212],"automatic":[213],"data":[214],"pre-processing,":[215],"optimization,":[216],"classification":[218,298],"tasks.":[219],"proposed":[221,246,274],"carried":[224],"out":[225],"ISOT-FNs":[228],"dataset,":[229],"containing":[230],"more":[231,305],"than":[232,306],"44":[233],"thousand":[234],"multiple":[235],"divided":[238],"truthful":[240],"fake.":[242],"We":[243],"validated":[244],"methodology\u2019s":[247],"reliability":[248],"examining":[250],"numerous":[251],"evaluation":[252],"metrics":[253],"involving":[254],"accuracy,":[255],"fitness":[256],"values,":[257],"number":[259],"selected":[261],"features,":[262],"Kappa,":[263],"Precision,":[264],"Recall,":[265],"F1-score,":[266],"Specificity,":[267],"Sensitivity,":[268],"ROC_AUC,":[269],"MCC.":[271],"compared":[277,311],"against":[278],"most":[280],"common":[281],"meta-heuristic":[282,325],"optimization":[283,326],"algorithms":[284,327],"ISOT-FNs.":[287],"experimental":[289],"results":[290],"reveal":[291],"achieved":[296],"optimal":[297],"accuracy":[299],"F1-score":[301],"successfully":[303],"categorized":[304],"92.5%":[307],"its":[313],"peers.":[314],"study":[316],"will":[317],"assist":[318],"expanding":[321],"their":[322],"understanding":[323],"applications":[328],"FND.":[330],"Graphical":[331]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
